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sentiment analysis with data from r/wallstreetbets
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import datetime\n", | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"import seaborn as sns\n", | |
"sns.set_style(\"whitegrid\")\n", | |
"import matplotlib.pyplot as plt\n", | |
"%matplotlib inline\n", | |
"\n", | |
"import yaml\n", | |
"import pandas_datareader as web\n", | |
"import quandl\n", | |
"\n", | |
"import os\n", | |
"import praw\n", | |
"import yaml\n", | |
"\n", | |
"from datetime import datetime\n", | |
"from pytz import timezone\n", | |
"import pytz" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"with open('token.yml','r') as f:\n", | |
" token = yaml.safe_load(f.read())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"with open('reddit.yml','r') as f:\n", | |
" #dict with 3 key/value pairs: client_id,client_secret, user_agent\n", | |
" secret = yaml.safe_load(f.read())\n", | |
"reddit = praw.Reddit(**secret)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# crawl for data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"application/vnd.jupyter.widget-view+json": { | |
"model_id": "c2a0f538106f44a8b98010436267c8cc", | |
"version_major": 2, | |
"version_minor": 0 | |
}, | |
"text/plain": [ | |
"HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"\n", | |
"246\n" | |
] | |
} | |
], | |
"source": [ | |
"stop = False\n", | |
"limit = 1000\n", | |
"from tqdm.notebook import tqdm\n", | |
"\n", | |
"mylist = []\n", | |
"search = reddit.subreddit('wallstreetbets').search(\"What Are Your Moves Tomorrow\",limit=limit)\n", | |
"for submission in tqdm(search):\n", | |
" mylist.append(submission) \n", | |
"print(len(mylist))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"mylist =sorted(mylist,key=lambda x:x.created_utc,reverse=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# aggregate comments menioning spy" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"application/vnd.jupyter.widget-view+json": { | |
"model_id": "bd3dea34c42e4ee09f001b2a36cabce7", | |
"version_major": 2, | |
"version_minor": 0 | |
}, | |
"text/plain": [ | |
"HBox(children=(IntProgress(value=0, max=246), HTML(value='')))" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"data = []\n", | |
"for submission in tqdm(mylist):\n", | |
" morecomments = submission.comments\n", | |
" try:\n", | |
" for reply in morecomments:\n", | |
" if 'spy' in reply.body.lower(): \n", | |
" data.append(reply)\n", | |
" except:\n", | |
" morecomments = reply\n", | |
" pass\n", | |
" if len(data) > 1000:\n", | |
" break" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"246" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"len(mylist)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"1030" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"len(data)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# find commetns mentioning calls or puts whie mentioning spy" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sentiment_raw = []\n", | |
"for reply in data:\n", | |
" spy_index = reply.body.lower().find('spy')\n", | |
" start = spy_index-100\n", | |
" end = spy_index+100\n", | |
" if start < 0:\n", | |
" start = 0\n", | |
" if end > len(reply.body):\n", | |
" end = len(reply.body)\n", | |
" #reply.body,reply.ups,reply.created_utc\n", | |
" item = {\n", | |
" 'timestamp':datetime.fromtimestamp(reply.created_utc).astimezone(pytz.timezone('US/Eastern')).date(),\n", | |
" 'reply':reply,\n", | |
" 'ups':reply.ups\n", | |
" }\n", | |
" if 'put' in reply.body[start:end].lower():\n", | |
" item['sentiment']='put'\n", | |
" if 'call' in reply.body[start:end].lower():\n", | |
" item['sentiment']='call'\n", | |
" \n", | |
" if 'sentiment' in item.keys():\n", | |
" sentiment_raw.append(item)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"timestamp_list = sorted(np.unique([x['timestamp'] for x in sentiment_raw]))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# weight calls and puts per up votes from comments.\n", | |
"# sentiment is call count / total count, towards 1 is bullish, while towards 0 is bearish" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sentiment_list=[]\n", | |
"for timestamp in timestamp_list:\n", | |
" \n", | |
" calls = [x['ups'] for x in sentiment_raw if x['timestamp']==timestamp and x['sentiment']=='call']\n", | |
" call_count = np.sum(calls)\n", | |
" \n", | |
" puts = [x['ups'] for x in sentiment_raw if x['timestamp']==timestamp and x['sentiment']=='put']\n", | |
" put_count = np.sum(puts)\n", | |
" \n", | |
" item = dict(\n", | |
" timestamp=timestamp,\n", | |
" call_count=call_count,\n", | |
" put_count=put_count,\n", | |
" total_count=call_count+put_count,\n", | |
" )\n", | |
" sentiment_list.append(item)\n", | |
" \n", | |
"wsbdf = pd.DataFrame(sentiment_list)\n", | |
"wsbdf.index = wsbdf.timestamp\n", | |
"wsbdf['sentiment']=wsbdf['call_count']/wsbdf['total_count']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x7f61120b5c88>" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.subplot(211)\n", | |
"wsbdf['put_count'].plot()\n", | |
"wsbdf['call_count'].plot()\n", | |
"plt.legend()\n", | |
"\n", | |
"plt.subplot(212)\n", | |
"wsbdf['sentiment'].plot(label='wsb sentiment (1:bullish, 0:bearish)')\n", | |
"\n", | |
"plt.legend()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 68, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"vix = web.DataReader('^vix','yahoo','1990-01-01')\n", | |
"vxv = web.DataReader('^vxv','yahoo','2006-07-17')\n", | |
"vvix = web.DataReader('^vvix','yahoo','1990-01-11')\n", | |
"spy = web.DataReader('SPY','yahoo','2006-01-01')\n", | |
"\n", | |
"spy_df = pd.DataFrame()\n", | |
"spy_df['spy'] = spy.Close\n", | |
"hv_df = pd.DataFrame()\n", | |
"hv_df['hv'] = spy.Close.pct_change(1).rolling(30).std()*np.sqrt(252)*100\n", | |
"\n", | |
"vix_df = pd.DataFrame()\n", | |
"vix_df['vix'] = vix.Close\n", | |
"vxv_df = pd.DataFrame()\n", | |
"vxv_df['vxv'] = vxv.Close\n", | |
"vvix_df = pd.DataFrame()\n", | |
"vvix_df['vvix'] = vvix.Close\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 69, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df = pd.merge(spy_df, hv_df, left_index=True, right_index=True, how='outer')\n", | |
"df = pd.merge(df, vix_df, left_index=True, right_index=True, how='outer')\n", | |
"df = pd.merge(df, vxv_df, left_index=True, right_index=True, how='outer')\n", | |
"df = pd.merge(df, vvix_df, left_index=True, right_index=True, how='outer')\n", | |
"df = df.dropna()\n", | |
"\n", | |
"merged = pd.merge(df, wsbdf, left_index=True, right_index=True, how='outer')\n", | |
"merged = merged.dropna()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 70, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# min(merged.index),max(merged.index)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 71, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 576x1008 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"s,e=0,-1\n", | |
"plt.figure(figsize=(8,14))\n", | |
"\n", | |
"plt.subplot(311)\n", | |
"merged.iloc[s:e]['sentiment'].plot(label='wsb sentiment (1:bullish, 0:bullish)')\n", | |
"plt.legend()\n", | |
"plt.grid(True)\n", | |
"\n", | |
"plt.subplot(312)\n", | |
"merged.iloc[s:e]['spy'].plot()\n", | |
"plt.legend()\n", | |
"plt.grid(True)\n", | |
"\n", | |
"plt.subplot(313)\n", | |
"(merged.iloc[s:e]['vix']/merged.iloc[s:e]['vxv']).plot(label='vx1/vx3')\n", | |
"plt.legend()\n", | |
"plt.grid(True)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 72, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"for day in np.arange(1,20,1):\n", | |
" merged[f'change_{day}']=merged.spy.pct_change(day).shift(-1*day)\n", | |
"merged = merged.dropna()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 73, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from sklearn.metrics import accuracy_score\n", | |
"acc_list = []\n", | |
"for day in np.arange(1,20,1):\n", | |
" y_true = merged[f'change_{day}'] > 0\n", | |
" y_pred = merged['sentiment'] > 0.5\n", | |
" acc = accuracy_score(y_true,y_pred)\n", | |
" acc_list.append(dict(\n", | |
" day=day,\n", | |
" acc=acc,\n", | |
" ))\n", | |
"accdf = pd.DataFrame(acc_list)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 74, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
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" <td>0.619048</td>\n", | |
" <td>4</td>\n", | |
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" <tr>\n", | |
" <th>4</th>\n", | |
" <td>0.571429</td>\n", | |
" <td>5</td>\n", | |
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" <td>0.619048</td>\n", | |
" <td>6</td>\n", | |
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], | |
"text/plain": [ | |
" acc day\n", | |
"0 0.571429 1\n", | |
"1 0.619048 2\n", | |
"2 0.476190 3\n", | |
"3 0.619048 4\n", | |
"4 0.571429 5\n", | |
"5 0.619048 6\n", | |
"6 0.571429 7\n", | |
"7 0.476190 8\n", | |
"8 0.476190 9\n", | |
"9 0.476190 10\n", | |
"10 0.428571 11\n", | |
"11 0.476190 12\n", | |
"12 0.428571 13\n", | |
"13 0.380952 14\n", | |
"14 0.333333 15\n", | |
"15 0.285714 16\n", | |
"16 0.238095 17\n", | |
"17 0.285714 18\n", | |
"18 0.238095 19" | |
] | |
}, | |
"execution_count": 74, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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TgK1ffEn/zkkMHtDPz+lOVlBQEHLv489j2jN/w1fsdKQyIev7g8lQzOqN5vS/cMka6jlzc3N9HmvVFNMyYDyA6xxEvse2PsBSEYkUkWic01GrgL8CV7jGnA/4/lOEoJzuqdirHBTsKqt/sBeV1TXkbS9tcdNLbmed0Zb2ibF8sEanmZQKFqsKxFygQkSWA08Dt4vINBG51BhTALwJrAAWA68bY9YB9wA3isjnwA3AbyzKFhDuP+yNvR+iYNdhKiprWmyBiIywMWFAOp8V7qWsojLYcZRqkSyZYjLG1OD8I++p0GP7k8CTtfb5DhhjRZ5g6JzcinbxkeQWl3LVOQ3ff+XWlnmC2tPEgem8tnwrnxTs4fLB1rdBVUqdTG+Us1DftDhytzbuCCK3uITOya1IT2rl51ThY0i3FDolxfGBLgGuVFBogbBQVvs4dh6qYGfpsQbt53A4yN1a0qyX9/ZFRISNCQPT+WLjPg6V6zSTUoGmBcJCfdOcHesauuzGzkMV7D5cwdAWXiAALsnuRGW1g4Xrdgc7ilItjhYIC/VIjaFVdGSDC0RLW6CvLgM6J5HRNp55ejWTUgGnBcJCURE2srsmnbgj2le5Ww8SHxNJZsfE+gc3czabjYkD01m2aT/7j9iDHUepFkULhMVyMlJYt/Mw5cer6h/skltcwqCuyY2+wa65uSS7EzUOmL9Wp5mUCiT9C2SxnIwUqmsc5G07VP9g4Ki9ioJdZTq95EE6JNIrLUHXZlIqwLRAWGxIt4bdMJe3rZTqGocWCA82m41LBnbim60H2X/U9yMxpVTTaIGwWHJ8DL3SEnw+UZ1bVILNBoNbQA/qhpiYnY7DAUuKjgY7ilIthhaIABiakcKq4lJqahz1jl1ZVEKftESSWkUHIFn46Nk+gb7pbVj83ZFgR1GqxdACEQBDMlI4dKySzfvq/uNWU+NgVbHeIHc6l2R3wuy3s+1gef2DlVJNpgUiAL5fuK/uaaaNe49QVlGl5x9OY+JA57LfH6zRpTeUCgQtEAHQo11rUuKjWVlPgXAXEL2D2ruuqfFIO10CXKlA0QIRADabjZyMFFb5UCDato4ho218gJKFn/POSGDdzsNsqWe6TinVdFogAiQnI5Ut+49y8Ojx047JLTpITkYKNpstgMnCy6iM1thsOs2kVCBogQiQ+s5D7D9iZ+uBcj3/UI92raM4s3sq7+ftxOGo/6owpVTjaYEIkIFdkoiOtJ22QKzSBfp8dsnAdDbtPYLZ07h2rkop32iBCJC46Ej6dUo67R3VuUUlxERG0L9zUoCThZ+LB6QTYUMbCSllMUtajopIBPAikA3YgWuNMZs8tj8HnAO4PwJeBkQD/wJaATuBq40xzeqC95yMFP65oojjVTXERJ1cm3OLSujfuQ1x0ZFBShc+2iXEck6vdsxbs5PpF/bRczZKWcSqI4hJQJwxZgRwDzCz1vYhwEXGmNGufw4BDwD/MsaMAr4FrrcoW9AMzUjheFUN63aevHCfvaqaNTsOMbR7apCShZ+JA9MpOlDO2h2Hgx1FqWbLqgIxElgAYIxZAQx1b3AdXfQGXhGRZSJyTe19gPnABRZlC5ohpzlRvXbHYY5X1ZxY2E/V76J+HYmOtGkjIaUsZMkUE9AG8PyYXC0iUcaYKqA18DwwC4gEFonIylr7lAH1Tsbb7XYKCgr8GtyfKioqTsnXISGKRWuLOafd981v5q8rBaDN8X0UFDSsuZA/eMsZqjyzDk5vxdzcIi7r7iAixKaZwuU9DZecED5ZwyWnL6wqEIcBz3ZoEa7iAFAOPOs+vyAin+E8V+He55jr36X1vUhsbCxZWVn+zO1XBQUFp+Qb0auCZZsPkJmZeWLufNvKlWS0jefsIQOCEdNrzlDlmfXHFYnc/p88Klp3JCcjtKbnwuU9DZecED5ZQz1nbm6uz2OtmmJaBowHEJHhQL7Htj7AUhGJFJFonFNLqzz3AS4GlliULahyMlLYV2Zne8kxABwOB7lFpeTo9FKDXZDVgZioCObp1UxKWcKqAjEXqBCR5cDTwO0iMk1ELjXGFABvAiuAxcDrxph1wKPAlSKyDBgBvGBRtqCqfR6i+GA5+4/YdQXXRkiMi2aspPFh/i6qfVhKXSnVMJZMMRljaoAbaj1c6LH9SeDJWvvsAcZZkSeUZHZsQ+uYSFYWHWTS4M7fL9DXXQtEY1yS3YkF63bz1XcHOLtnu2DHUapZ0RvlAiwywsbgbinkFjlPseQWlZAYG0XvtMR69lTejM1MIz4mUqeZlLKAFoggyMlIwew+TFlFJblFJQzOSCEyIrSuwgkXrWIiuSCrAwvW7qKyuibYcZRqVrRABEFORgo1DliycT9mT5meoG6iiQPTKSmvZNmm/cGOolSzogUiCAZ1S8Zmg78u2YLDoQv0NdV50p7EuChdAlwpP9MCEQRt4qKRDomsKi4lwuYsGKrxYqMiuahfRxau3Y29qjrYcZRqNrRABIn7qCGzYxsSYq26X7HlmDgwnTJ7FYvNvmBHUarZ0L9MQTK0ewpvflWsl7f6yTm92pESH83fl22l9FhlsOOQ5qgk2PfSrtleSrfUeJLjY4KcRIUrLRBBMrxHW2KjIhgt7YMdpVmIjozgskGdeW35Vr7cciDYcUhtFcmnfTNJaR2cP86rikuY/NJysrsmM+f6EURF6mSBajgtEEGSntSKvAcv1P4PfnT/xL786tweQW9FWnywnJ//9Svuf28tL/xkSMBfv/x4FdNn59E6Jopvi0v58xdbuHlMr4DnUOFPC0QQaXHwr8gIG52TWwU7Bl1S4vnpoBRe/3YXF/XbySXZnQL6+k/ML+S7/Uf516/O4s0VxTzzyQbGSBp9O7UJaA4V/vS4UykLTO2fzKCuydz/3lr2Hq4I2Osu27Sff3xZxDXnnMHZPdvxu0n9SY6PYdrs1XqFl2owLRBKWSAywsbMqdlUVFZz9ztrAjLtdbiikjvn5NGzfWvuGicApLaO4YkrBlC4u4xnPtloeQbVvGiBUMoiPdsncPe4TBaZffznm22Wv97D769nT5mdWVMHnTR9OTazAz8a2pU/L95MbtFBy3Oo5kMLhFIW+uWI7pzdsy2/+2A92w6WW/Y6C9ft5p1V27l5dE+yu5564+WMiVmkJ7Vi2uw8yo9XeXkGpU7lU4FwNfZRSjVQRISNP07JJsJmY/qcPGos6Fux/4ide9/Np1+nNtwytrfXMYlx0Tw1JZuiA+U89lGh1zFK1ebrEUSuiDwjIv0tTaNUM9Q5uRUPXNKXr787yKvLvvPrczscDu6bm09ZRRWzpg4iJur0/0uP6NmWa845g3+uKGLJRr3jXNXP1wIxCPgYeFBEPheRa0UkwcJcSjUrk3O6cEFWB55caNi4p8xvzzv32x0sXLeHOy7qg3Ssv6fIXeOEnu1bc+ecNRwqD/4d5yq0+VQgXB3i5gOvAgeAW4GFInKdhdmUajZsNhuP/XAACbFRTJud55feFTtLj/Hge+sY1j2V/xvZw6d94qIjefpHg9h3xM5D89Y1OYNq3ny6UU5EngQmAZ8DTxhjvhaRCCAXeMXL+AjgRSAbsAPXGmM2eRnzIfCeMeZlEbEB2wH3tXhfGmN+26ifSqkQ1D4xlt9P6s+Nb67iT4s2cdsFfRr9XDU1Du56ew3VDgdPTcluUMOpgV2SuXlML577dCP9kjqQFexFo1TI8nWKaSMw2BhzHfAtnDiquPw04ycBccaYEcA9wEwvYx4FUj2+7wmsMsaMdv2jxUE1OxcPSOfywZ15/rNNrNle2ujneeOrIpZu2s99E7Lo1ja+wfvfOrYX/Tu34bkv97GvzN7oHKp587VA2HD+QQf4UER+DmCM2Xqa8SOBBa4xK4ChnhtFZDLgnrZyywE6i8giEflIRMTHbEqFlYcu7Uf7hFimzc6jorLhdzd/t/8of/iogPP6tOcnw7o1KkN0ZASzpg7iWKWDe+fmB339KhWafF2L6QbgbNfXE4AvgH/WMb4NcMjj+2oRiTLGVLmuhPoJMBl4wGPMLuAxY8wcERkJvAGcWVcou91OQUGBjz9C4FVUVIR0PrdwyQnhk7W+nLcMS2bGJ7u5999f8qsz2/r8vNU1Du5csJMoG1w7sBWFhU27ZPWnAxJ5LW8Pz3/wDT/oVf9J7mBqLv/tw4mvBaLaGFMBYIypFJH6Pm4cBjx/2yKMMe67c34BdAY+A7oDx0VkK86iU+V6jaUi0llEbMaY075WbGwsWSE8gVpQUBDS+dzCJSeET9b6cmZlQeGRfN78qpipI7MY3sO3IvGnRZso2Gfn2SsHMWpQ5ybnnFyznvWHovjLyhKuGDUgJBY7PJ3m8t8+2HJzc30e6+sU03siskREZorIIuD9esYvA8YDiMhwIN+9wRhzlzHmLGPMaOA1YJYxZgHwIHCba59soLiu4qBUuLt3fBbdUuO5Y04eR+z13928fudhnvlkAxMGpHOpn1aIjYyw8dSUbKodDu606EY+Fb58vcz1UZyXtn4N3GaMebyeXeYCFSKyHHgauF1EponIpXXs8zhwnogsBmYBV/mSTalwFR8Txayp2ewsPcbvP1xf51h7VTXTZq8mqVUMv5vUH5vN96uW6tOtbTwzJvRl+eYDvP7lVr89rwp/vl7m2gu4GIgGMkXkJmPM9acb77rC6YZaD58yWWqMecjj6xKc5zeUajFyMlK57tyevLx4Mz/o24GxmR28jnv2k40U7i7jb78cSqoFXep+PKwrH6/fzeMLCjm3T3t6tNf7YJXvU0yvu/49EjgD8P2smlKqTrf/oDeZHRO5+518So4eP2V7btFBXl68malDu3B+lvcC0lQ2m40nrhhIbFQk02bnUeWHG/lU+PO1QJQbYx4DthtjrgKs+S1VqgWKjYpk5tRsSsuPc/97a0/a5m4fmp7Uivsn9rU0R4c2cfxuUn9Wbyvl5cWbLX0tFR58vg9CRDoCCSLSmpNvcFNKNVG/TkncdkEfPlizi3l5O088/vj8QrYeKOepKdkkxlm/qPKl2Z2YMDCdZz/dyLqdh+rfQTVrvhaIh3HeHf0G8B0n3+CmlPKD68/tweBu37cpXbpxP6+72oeO6Bm4Wd1HL3O1Kf1PnrYpbeF8vQ9imDHmKdfXaVaFUaoli4qMYOaUbMY/t4Tpc/LYtPfISe1DAyXF1ab0mtdW8vT/NnLPxZkBfX0VOnw9ghgvIpH1D1NKNUWP9gncMy6TJRv3s9dL+9BAcbcpfeULbVPakvl6BNEe2Cki3wEOwGGMObuefZRSjfCLEd3ZuPcImeltvLYPDZQZE7NYtnk/02bn8dGvR9E61tc/F6q58PW/+ERLUyilToiIsPH7ywcEO8aJNqU//ssKHptfwKOTgp9JBZavBeKXXh57xJ9BlFKhZ3gPZ5vSvy39jgv7duTcPu2DHUkFkK/nIPa4/tkLdAEat8awUirs3HmR0Cstgbve1jalLY1PRxDGmD97fi8iepmrUi1EXHQks6Zmc/mLy3lo3jqe/tGgYEdSAeLrWkyevRHT0SMIpVqUgV2SuWVML579dCMX9evAuP7pwY6kAsDXcxB/xnn1kg04BtxhWSKlVEi6ZWwvPivcy71z15KTkUr7xNhgR1IW8/UcxMXAdGPMGOAV4BPrIimlQpGzTWk2R+xV/PZdbVPaEvhaIN4AznJ93Qf4hzVxlFKhrHeHRO68UPikYA9v524PdhxlMV8LRGdjzMsAxpgncZ6HUEq1QNeMPINh3VN5ZN56dpQeC3YcZSFfC8SJE9Ui0hPQZTeUaqHcbUprtE1ps+drgbgNmC0iO4H/ANOsi6SUCnXd2sYzY6K2KW3ufL2KaTVwtTHmWxGZBOTVNVhEIoAXgWzADlxrjNnkZcyHwHvGmJdFpBXOcx1pQBnwS2PMvgb9NEqpgLnyzK4sXKdtSpszX48g3qRhJ6knAXHGmBHAPcBML2Me5eTGQzcC+caYUThbnM7wMZtSKgi0TWnzZ9VJ6pHAAtf4FcBQz40iMhmo4eTGQyf2cT1+gY/ZlFJBom1Kmzef1+8VkT7GmA0i0ov6T1K3ATz7FVaLSJQxpkpE+gM/ASYDD5xmnzIgqb5MdrudgoICX3+EgKuoqAjpfG7hkhPCJ2sqryFdAAAWsklEQVRLytk7Bs7t3ppnPtlA99ij9Ey15ga6lvSehgpfC8RvgP+ISAdgJ87poLocBhI9vo8wxlS5vv4F0Bn4DOgOHBeRrbX2SQRK6wsVGxtLVlaWbz9BEBQUFIR0PrdwyQnhk7Wl5Xy2W08ufOYLnv/6MO/feg6xUf6/0LGlvadWyc3N9Xmsr1NMQ4DWOE84twP+Vc/4ZcB4ABEZDuS7Nxhj7jLGnGWMGQ28Bswyxizw3AfnndtLfMymlAqylNYxPHnFQMyeMp7+38Zgx1F+4muBuBY4D/gIuApYV8/4uUCFiCwHngZuF5FpInJpHfu8BPQTkaXAdcDDPmZTSoWAMZlpXHmmtiltTnydYtpvjNklIonGmM9FpM5mQcaYGuCGWg8Xehn3kMfX5cAUH/MopULQjIl9WbpJ25Q2F74eQRxy3f/gEJHrcfaoVkqpkyTERvHUlGyKD5bz2PzmcaK2JWvIFFMRznsa+lD/SWqlVAs1vEdb/u+cM3hjRTFfbNB7XcOZrx3lyoBvXd9Oty6OUqo5uOMi4fMN+7jr7TUsvO1ckuKjgx1JNYLPi/UppZSv3G1K9x2x89C8+q5pUaFKC4RSyhIDuyRz69hezP12B/PzdwU7jmoELRBKKcvcPKYXA7skcd9/17KvzB7sOKqBtEAopSwTHRnBzCnapjRcaYFQSlmqd4dE7rpI25SGIy0QSinLXXPOGQw7Q9uUhhstEEopy0VE2JipbUrDjhYIpVRAdE2N535tUxpWtEAopQLmR2d2ZWxmGo/NL2TzviPBjqPqoQVCKRUwNpuNx384gFYx2qY0HGiBUEoFVFqbOH53WX/ytE1pyNMCoZQKuEuyOzFxYDrPfLKRtTsO1b+DCgotEEqpoPjdZf1JbR3D9Nl52Kuqgx1HeaEFQikVFCmtY3jC1aZ01v82BDuO8kILhFIqaMZkpvHjYV155YstrNyqbUpDjSX9AEUkAngRyAbswLXGmE0e22/G2dvaATxijPlARGzAdsDd8fxLY8xvrcinlAod901wtimdPkfblIYaq44gJgFxxpgROLvQzXRvEJF2wE3A2cD5wEuu4tATWGWMGe36R4uDUi1AQmwUT03WNqWhyKoCMRJYAGCMWQEMdW8wxuwHso0xlUBHoNQY4wBygM4iskhEPhIRsSibUirEnNWjLdeOdLYpXaxtSkOGVcdybQDPa9eqRSTKGFMFYIypEpFbgIeB51xjdgGPGWPmiMhI4A3gzLpexG63U1AQup84KioqQjqfW7jkhPDJqjkbbmKGg4Vropn271xeuqwLibGRJ20Ppax1CZecvrCqQBwGEj2+j3AXBzdjzAsi8gowX0TGAF8B7gKyVEQ6i4jNdXThVWxsLFlZWRbE94+CgoKQzucWLjkhfLJqzsb5U3IXLn9xGf8qrOSZK/uftC3Usp5OqOfMzc31eaxVU0zLgPEAIjIcyHdvEKd3XecdKnGexK4BHgRuc43JBorrKg5KqeZnQJckbhnbi/+u3qltSkOAVQViLlAhIsuBp4HbRWSaiFxqjDFAHvAlsBxYYYxZDDwOnCcii4FZOK9yUkq1MDeP6cWAzkncOzefvWUVwY7TolkyxWSMqQFuqPVwocf2h3Gef/DcpwSYYEUepVT4iI6MYNbUbCY8v5R7383nL78Yis1mC3asFklvlFNKhZzv25TuZY62KQ0aLRBKqZB0zTlncJarTen2kvJgx2mRtEAopUJSRISNp6Zk43A4uHPOGmoces1KoGmBUEqFLHeb0i+3HOD9gsPBjtPiaIFQSoU0d5vSv686yKa92qY0kLRAKKVCmrtNaWyUjelztE1pIGmBUEqFvLQ2cdwyvB1520p56XNtUxooWiCUUmHh3O4JXJLdiWc/1TalgaIFQikVNn53WT9tUxpAWiCUUmEjOV7blAaSFgilVFhxtintxitfbOEbbVNqKS0QSqmwc9+ELLqktGL67DyO2qvq30E1ihYIpVTYSYiNYuaUQWwrKecPHzWP5jyhSAuEUiosDTsjlWtHnsGbX2mbUqtogVBKha3pFwq90xK46+08DpVXBjtOs6MFQikVtuKiI3n6R4M4cOQ4D76/Nthxmh0tEEqpsNa/cxK3ju3Nf1fv5CNtU+pXWiCUUmHvpjE9Gdglifu0TalfWdJyVEQigBeBbMAOXGuM2eSx/WacPacdwCPGmA9EpBXwBpAGlAG/NMbomSelVL3cbUrHP6dtSv3JqiOISUCcMWYEcA8w071BRNoBNwFnA+cDL4mIDbgRyDfGjAJeB2ZYlE0p1Qz1Skvk7nGZ2qbUj6wqECOBBQDGmBXAUPcGY8x+INsYUwl0BEqNMQ7PfYD5wAUWZVNKNVNXn92d4T20Tam/WDLFBLQBPJdbrBaRKGNMFYAxpkpEbgEeBp7zsk8ZkFTfi9jtdgoKQvcmmYqKipDO5xYuOSF8smpO//M16w2DW3PjthJu/seX/OHCdCICPNUUTu9pfawqEIeBRI/vI9zFwc0Y84KIvALMF5ExtfZJBErre5HY2FiysrL8FNn/CgoKQjqfW7jkhPDJqjn9z9esWcBDJHP3O/l8XdKKq885w/pwHkL9Pc3NzfV5rFVTTMuA8QAiMhzId28Qp3dd5x0qcZ7ErvHcB7gYWGJRNqVUMzd1qLNN6ePzC7VNaRNYVSDmAhUishx4GrhdRKaJyKXGGAPkAV8Cy4EVxpjFwEtAPxFZClyHc/pJKaUazGaz8fgVA4iPidQ2pU1gyRSTMaYGuKHWw4Ue2x+mVgEwxpQDU6zIo5RqedIS43h00gBu/tcqXvp8M7ee3zvYkcKO3iinlGq2JgxM51JtU9poWiCUUs3aIyHUprT4QDlv527H4XAENYevtEAopZq15PgYnpwc/DalFZXV/N8/vuGOOXm8t3pn0HI0hBYIpVSzN1rS+MlZwW1TOvNjw8a9R8hoG88D761l16FjQcnREFoglFItwn3js+iaEh+UNqVfbTnAX5d+x8+Gd+MfVw+jstrBXW+vCfmpJi0QSqkWoXVsFE9NyQ54m9Ij9iqmz8mjW2o8947Ponu71tw7PpMlG/fzxlfFAcvRGFoglFItxrAzUvnVqB4BbVP6+w/Xs6P0GDOnZBMf47yz4GfDMxjVux1/+LCArfuPBiRHY2iBUEq1KNN+0Ic+HQLTpnRR4V7+/fU2rj+3J0O7p5543Gaz8eTkgURF2rhjTh7VNaE51aQFQinVosRFRzJrqvVtSkvLj3P3O2vI7JjI7T849Sa99KRWPHJZP1YWlfCXJVssy9EUWiCUUi1O/85J/Pp8a9uU3v/eOkrKjzNzajaxUZFex0wa1Jlx/Toy6+MNFO4+bEmOptACoZRqkW4a3ZNsi9qUzsvbyby8nfzm/N7063T6zgU2m43fX96fNq2iuP0/eRyvCq01o7RAKKVapKjICGZOHUT58WrufTffb5ecHiyv4v731jKoazI3nNez3vFtE2L5w+UDKNh1mOc+3eiXDP6iBUIp1WL1SkvgLj+2KXU4HDyzfB8VldXMnJpNVKRvf2Iv7NeRyTldePHzTXxbXNLkHP6iBUIp1aJ5tinddrBpbUr/8802vtlxjHvGZdKzfUKD9n3gkr6kJ7Vi+uw8jh0P7ppRbloglFItWkSEjT9OzgbgzrfzqGnkJafbDpbzuw/Wk90xjl+M6N7g/dvERfPHyQPZsv8oTyworH+HANACoZRq8bqmxnP/xCxWbDnIa8u3Nnj/mhoH0+fkEWGzMe2cNCIiGtcH++xe7bjq7O68tnwryzbtb9Rz+JMWCKWUwtmm9PzMNJ5Y0PA2pa8u+46vvzvIA5f0JS2haX3Y7h6XSY92rblzTh6HK6y9ka8+WiCUUgrnJaePuduUzl7tc5vSjXvKeHKh4YKsDkzO6dLkHK1iIpk5NZvdhyt4ZN76Jj9fU1jSclREIoAXgWzADlxrjNnksf124ErXtx8ZYx4WERuwHXBf5/WlMea3VuRTSilvPNuUvvj5Zn5dT5vSyuoaps3OIyE2isd+OACbrXFTS7UN7pbCTaN78cKiTVzYtwMX9uvol+dtKEsKBDAJiDPGjBCR4cBM4DIAEekB/BQ4C3AAS0RkLlAOrDLGXGJRJqWUqteEgeksXNeJ5z7dyNjMNPp3Pv2Nbn9atIn8HYd4+WdDaJ8Y69ccvz6/N58V7uXeufnkZKTQNsG/z+8Lq6aYRgILAIwxK4ChHtu2AeOMMdXGmBogGqgAcoDOIrJIRD4SEbEom1JK1cndpnTa7NVUVHq/5DR/+yFe+GwTlw/uzLj+6X7PEBMVwawfZXP4WBX3zV0blN4RNiteVET+CrxjjJnv+r4Y6GGMqfIYYwP+CCQaY64XkXOBDsaYOSIyEnjaGHNmXa+zevVqR2xs4KuqryoqKoiLiwt2jHqFS04In6ya0/8CnfWb7eU88OluJvdL4v+Gtj1pm72qhls/2EF5ZQ0vX9aFhJjv11ryd845a0t5Nfcgd45sz9ieiU1+vvLy8tycnJyh9Y+0borpMOD5k0TUKg5xwKtAGXCT6+GVQBWAMWapiHQWEZsx5rQVLDY2lqysLL+H95eCgoKQzucWLjkhfLJqTv8LdNasLCgoy+etb4r50ai+nOmxXPejH6xn26FKXr9mGGf2aW9pzvvEwZr9X/LyyhJ+OGoA6UmtmvR8ubm5Po+1aoppGTAewHUOIt+9wXXk8B6QZ4y53hjjPn57ELjNNSYbKK6rOCillNVmTDi1TemKLQf42zJn+9BzaxUHK0RG2HhqSjZVQWhTalWBmAtUiMhy4GngdhGZJiKX4jyBfR5wsYh87vpnBPA4cJ6ILAZmAVdZlE0ppXzi2ab09x8VcMRexR0e7UMDpXu71tw3IcvZpnRFUcBe15IpJtfJ5xtqPex57/jpJugmWJFHKaUay92m9JUvtrBhdxk7S48x54YRJ9qHBspPz+rGx+v38IePChnVuz3d27W2/DX1RjmllKqHu03pyqISrju3JzkZqfXv5Gc2m40nrxhIdKSNRz4IzA10gS2BSikVhuKiI3nxp0N4d9UOfnNB3TfPWaljUhx//vlQNu1r2FIgjaUFQimlfNArLZG7xmUGOwYjerZlRM+29Q/0A51iUkop5ZUWCKWUUl5pgVBKKeWVFgillFJeaYFQSinllRYIpZRSXmmBUEop5ZUWCKWUUl5Z0g8iUHJzc/cBgVu5Simlwl9GTk6OT8vQhnWBUEopZR2dYlJKKeWVFgillFJeaYFQSinllRYIpZRSXmmBUEop5ZX2g/ADEYkGXgW6A7HAo8aY9z22TwP+D9jneuh6Y4wJdE5Xlm+BQ65vvzPGXO2x7VfA9UAVzp/hgyBERESu4vue5HHAIKCjMabUtf054BygzDXmMmPMIQJIRM4CnjDGjBaRXsBrgANYC9zsarvrHtsKeANIc2X+pTFm36nPGpCsg4DngWrADvzCGLOn1vjT/o4EMOcQYB6w0bX5JWPMfzzGBu09rZXzLaCja1N3YIUx5kqPsTZgO9//HF8aY34biJz+oAXCP34GHDDG/FxE2gLfAu97bB+C83/E3KCkcxGROABjzGgv2zoCvwaG4vyjvFRE/meMsQc0JGCMeQ3nH1xE5E/Aq+7i4DIEuMgYsz/Q2VyZ7gJ+Dhx1PTQLmGGM+VxEXgYuA+Z67HIjkG+MeUhErgRmAL8JUtZngVuNMatF5HrgbmCax/jT/o4EOOcQYJYxZuZpdgnKe1o7p7sYiEgKsAi4vdYuPYFVxphLrM5mBZ1i8o85wP0e31fV2p4D/FZElopIMD89ZAPxIvKxiHwmIsM9tg0Dlhlj7K5P45uAgUFJ6SIiQ4F+xphXPB6LAHoDr4jIMhG5JgjRNgM/9Pg+B1js+no+cEGt8SOBBXVst1LtrFcaY1a7vo4CKmqNr+t3xEre3tMJIvKFiPxNRBJrjQ/We1o7p9vDwPPGmF21Hs8BOovIIhH5SETE8oR+pAXCD4wxR4wxZa5f4rdxfprx9BZwAzAWGCkiEwOd0aUceAq4yJXnTRFxH0W24ftpBXAeticFNt4p7sX5P56n1jinSH4GjANuEpGAFjJjzDtApcdDNmOM+45Tb++b53sb0Pe1dlb3HzARORu4BXi61i51/Y4ELCfwNXCnMeZcYAvwYK1dgvKeesmJiKQB5+M66q1lF/CYMWYM8Aec02JhQwuEn4hIV5yHmP80xvzL43Eb8IwxZr8x5jjwITA4SDE3AG8YYxzGmA3AASDdte0w4PkpLREoJUhEJBnINMYsqrWpHHjWGFNujCkDPsP5qTeYajy+9va+eb63QX1fAUTkR8DLwAQv8/Z1/Y4E0lyPKdm5nPr/TCi9p5OBfxljqr1sWwm8B2CMWYrzaMIWyHBNoQXCD0SkA/AxcLcx5tVam9sAa0UkwfWLMRYI1rmIa4CZACLSyZXNfUj8NTBKROJEJAnIwnnCNVjOBT7x8ngfnOdHIl0XB4wEVgU02am+FZHRrq8vBpbU2r4MGF/H9oARkZ/hPHIYbYzZ4mVIXb8jgbRQRIa5vj6fU/+fCZn3FOf01vzTbHsQuA1ARLKBYo+jzZCnJ6n9414gBbhfRNznIv4CtDbGvCIi9+I8urADnxpjPgpSzr8Br4nIUpxX3FwD/FpENhlj3nddHbQE5weH+4wxteenA0lwTi04v3FeCebO+SawAueh/uvGmHVByug2HfiLiMQABTinGRGRj4GJwEvAP1zv+3HgJ8EIKSKRwHNAMfCuazp8sTHmQRF5HefU6Cm/I8aY2ufUAuFG4AUROQ7sBq5z/Qwh9Z66nPS7CiflfBx4Q0Qm4Dw3eVXA0zWBLtanlFLKK51iUkop5ZUWCKWUUl5pgVBKKeWVFgillFJeaYFQSinllRYI1WK57vnYGqDXek1Exvnx+d7yuPdCKUtogVBKKeWV3iinWhQRSQDexHlj4yaPx8/j+/V+4oFfAKOB3saYO103ma3Geef2P3Gu/dMKuMsY87nH80QCfwa6Am2B+cYY982T17tWA00CbjTGfC0it+K8ycsBvGWMeU5E+uNcITYCSAZ+bYxZLiI3A9fivLM5za9vjFJe6BGEammuAta6FoH7s8fj/YCfGWPG4lyqfQrwb2CS64/+OJx3w3fBuf7/JTj/sMfXev6uOHsCXISzmNzosS3X9fzPA1eJSF/gR65xI12vJa4s040xF+AsFFe7lj/5DTAc53LiMX54L5Sqkx5BqJamH65loo0xX4mIe2XOHcBzInIE6Ixz6fMyEVmMc2XTq4FHjDHrXD0q/g1E41y6wtNB4EwRGYNzQblYj23u9YR24yws/YEM4FPX4ylAL1eW+0XkGM6F6A4DmcA6d38OEfm6ye+EUvXQIwjV0hQCIwBEZDDOP/IAfwWuNsZcBewE3Ctu/gXntE6aMWaNiAwAEo0xE4Bf4jwa8HQVUGqM+SnORe/iPVbvrL2ujQHWAWNcDXpeA/JxFp0HjTG/dH1vw7nWT18RaeU6ognWisCqBdECoVqaP+FccnkpcDPOBRTBeV7hKxFZhvNTeydwHmXg/FT/pmvcRmC06xP8HOCBWs//KTBeRJbjXFBuo/u5ajPG5LnGLxWRlTgbIe3A2TPgPRFZgnP12k6uZbkfAJbjXDn0qLfnVMqfdLE+perg6mC3DGeL08PBzqNUIOkRhFKnISJn4Ow18boWB9US6RGEUkopr/QIQimllFdaIJRSSnmlBUIppZRXWiCUUkp5pQVCKaWUV1oglFJKefX/y4hEM5tSqtAAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.plot(accdf['day'],accdf['acc'])\n", | |
"plt.ylabel('accuracy')\n", | |
"plt.xlabel('days ahead')\n", | |
"accdf" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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